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Automated data preparation is crucial for democratizing machine learning, yet existing reinforcement learning (RL) based approaches suffer from inefficient exploration in the vast space of possible preprocessing pipelines. We present…

Databases · Computer Science 2025-07-21 Jing Chang , Chang Liu , Jinbin Huang , Rui Mao , Jianbin Qin

The utility and power of Natural Language Processing (NLP) seems destined to change our technological society in profound and fundamental ways. However there are, to date, few accessible descriptions of the science of NLP that have been…

Computation and Language · Computer Science 2012-09-28 Kevin Mote

The fast-growing number of research articles makes it problematic for scholars to keep track of the new findings related to their areas of expertise. Furthermore, linking knowledge across disciplines in rapidly developing fields becomes…

Computation and Language · Computer Science 2024-07-04 Sofia Gil-Clavel , Tatiana Filatova

Research in applying natural language processing (NLP) techniques to requirements engineering (RE) tasks spans more than 40 years, from initial efforts carried out in the 1980s to more recent attempts with machine learning (ML) and deep…

Computation and Language · Computer Science 2022-04-12 Liping Zhao , Waad Alhoshan , Alessio Ferrari , Keletso J. Letsholo

In this paper, we present two techniques for use in context-aware systems: Semantic Decomposition, which sequentially decomposes input prompts into a structured and hierarchal information schema in which systems can parse and process…

Computation and Language · Computer Science 2025-02-21 Karl John Villardar

Climate change is a far-reaching, global phenomenon that will impact many aspects of our society, including the global stock market \cite{dietz2016climate}. In recent years, companies have increasingly been aiming to both mitigate their…

Computation and Language · Computer Science 2020-11-18 Alexandra Luccioni , Emily Baylor , Nicolas Duchene

Discovering authoritative links between publications and the datasets that they use can be a labor-intensive process. We introduce a natural language processing pipeline that retrieves and reviews publications for informal references to…

Digital Libraries · Computer Science 2023-05-03 Sara Lafia , Lizhou Fan , Libby Hemphill

The reasoning and planning abilities of Large Language Models (LLMs) have been a frequent topic of discussion in recent years. Their ability to take unstructured planning problems as input has made LLMs' integration into AI planning an area…

Artificial Intelligence · Computer Science 2025-08-05 Ma'ayan Armony , Albert Meroño-Peñuela , Gerard Canal

Natural Language Processing (NLP) is a key technique for developing Medical Artificial Intelligence (AI) systems that leverage Electronic Health Record (EHR) data to build diagnostic and prognostic models. NLP enables the conversion of…

Despite advances in machine learning (ML) and large language models (LLMs), rule-based natural language processing (NLP) systems remain active in clinical settings due to their interpretability and operational efficiency. However, their…

Computation and Language · Computer Science 2025-06-23 Jianlin Shi , Brian T. Bucher

Interactive Natural Language Processing (iNLP) has emerged as a novel paradigm within the field of NLP, aimed at addressing limitations in existing frameworks while aligning with the ultimate goals of artificial intelligence. This paradigm…

Local governance meeting records are official documents, in the form of minutes or transcripts, documenting how proposals, discussions, and procedural actions unfold during institutional meetings. While generally structured, these documents…

The exponential growth in the size and complexity of Large Language Models (LLMs) has introduced unprecedented challenges in their deployment and operational management. Traditional MLOps approaches often fail to efficiently handle the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-28 Mahesh Vaijainthymala Krishnamoorthy , Kuppusamy Vellamadam Palavesam , Siva Venkatesh Arcot , Rajarajeswari Chinniah Kuppuswami

Natural Language Processing (NLP) aims to analyze text or speech via techniques in the computer science field. It serves applications in the domains of healthcare, commerce, education, and so on. Particularly, NLP has been widely applied to…

Computation and Language · Computer Science 2025-10-14 Yunshi Lan , Xinyuan Li , Hanyue Du , Xuesong Lu , Ming Gao , Weining Qian , Aoying Zhou

We present a demonstration of the utility of NLP for aiding research into energetic materials and associated systems. The NLP method enables machine understanding of textual data, offering an automated route to knowledge discovery and…

Computation and Language · Computer Science 2024-02-13 Francis G. VanGessel , Efrem Perry , Salil Mohan , Oliver M. Barham , Mark Cavolowsky

In this paper, we present a novel approach to knowledge extraction and retrieval using Natural Language Processing (NLP) techniques for material science. Our goal is to automatically mine structured knowledge from millions of research…

Computation and Language · Computer Science 2023-02-14 Xianjun Yang , Stephen Wilson , Linda Petzold

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a…

Computation and Language · Computer Science 2025-03-26 Naoki Otani , Nikita Bhutani , Estevam Hruschka

This paper introduces an algorithmic framework for conducting systematic literature reviews (SLRs), designed to improve efficiency, reproducibility, and selection quality assessment in the literature review process. The proposed method…

General Finance · Quantitative Finance 2026-01-08 Gabin Taibi , Joerg Osterrieder

As an efficient approach to understand, generate, and process natural language texts, research in natural language processing (NLP) has exhibited a rapid spread and wide adoption in recent years. Given the increasing research work in this…

Computation and Language · Computer Science 2023-09-26 Tim Schopf , Karim Arabi , Florian Matthes

The automatic extraction of structure from text can be difficult for machines. Yet, the elicitation of this information can provide many benefits and opportunities for various applications. Benefits have also been identified for the area of…

Computation and Language · Computer Science 2022-02-11 Maximilian Vierlboeck , Carlo Lipizzi , Roshanak Nilchiani